This proposed research aims to develop an effective framework to evaluate and improve the quality of critical thinking of high school students when solving complex problems. The outcome of this research will provide high school teachers with the Standards for Good Reasoning that can effectively evaluate students’ quality of reasoning and provide objective feedback to students.